From 5babafea292e75a07e6b77b263d14ee1674cb867 Mon Sep 17 00:00:00 2001 From: "eve n.u" Date: Fri, 12 Dec 2025 23:51:11 -0800 Subject: [PATCH 1/3] feat: add plot_lines for multi-series line charts General-purpose line chart utility for visualizing multiple series on a single plot. X-axis uses index, Y-axis shows values, with automatic color coding per series. Supports convergence analysis plots when used with jaxmix TrainingMetrics. Linear: ENG-306 --- src/lpm_plot/__init__.py | 1 + src/lpm_plot/plot_lines.py | 63 +++++++++++++++++++++++++++++++++++++ tests/test_plot_fidelity.py | 2 +- tests/test_plot_lines.py | 49 +++++++++++++++++++++++++++++ tests/test_plot_marginal.py | 3 +- 5 files changed, 115 insertions(+), 3 deletions(-) create mode 100644 src/lpm_plot/plot_lines.py create mode 100644 tests/test_plot_lines.py diff --git a/src/lpm_plot/__init__.py b/src/lpm_plot/__init__.py index 145ee3b..4501a98 100644 --- a/src/lpm_plot/__init__.py +++ b/src/lpm_plot/__init__.py @@ -2,6 +2,7 @@ from .plot_fidelity import plot_fidelity from .plot_heatmap import plot_heatmap, reformat_data +from .plot_lines import plot_lines from .plot_marginal import ( plot_marginal_1d, plot_marginal_2d, diff --git a/src/lpm_plot/plot_lines.py b/src/lpm_plot/plot_lines.py new file mode 100644 index 0000000..d449a62 --- /dev/null +++ b/src/lpm_plot/plot_lines.py @@ -0,0 +1,63 @@ +import altair as alt +import polars as pl + +alt.data_transformers.enable("vegafusion") + + +def plot_lines( + data: dict[str, list[float]], + x_title: str = "Step", + y_title: str = "Value", + width: int = 500, + height: int = 300, + y_scale: str | None = None, +) -> alt.Chart: + """Plot multiple lines on a single chart. + + Args: + data: Dictionary mapping series names to lists of y-values. + All lists must have the same length. X-axis is the index. + x_title: Label for x-axis. + y_title: Label for y-axis. + width: Chart width in pixels. + height: Chart height in pixels. + y_scale: Scale type for y-axis (e.g., "log", "sqrt", "symlog"). + If None, uses linear scale. + + Returns: + Altair Chart with one line per series. + """ + if not data: + raise ValueError("data must not be empty") + + lengths = [len(v) for v in data.values()] + if len(set(lengths)) != 1: + raise ValueError("All series must have the same length") + + n_steps = lengths[0] + series_names = list(data.keys()) + + df = pl.DataFrame( + { + "x": list(range(n_steps)) * len(series_names), + "y": [v for series in series_names for v in data[series]], + "series": [name for name in series_names for _ in range(n_steps)], + } + ) + + chart = ( + alt.Chart(df.to_pandas()) + .mark_line() + .encode( + x=alt.X("x:Q", title=x_title), + y=alt.Y( + "y:Q", + title=y_title, + scale=alt.Scale(type=y_scale) if y_scale else alt.Undefined, + ), + color=alt.Color("series:N", legend=alt.Legend(title="Series")), + ) + .properties(width=width, height=height) + ) + + return chart diff --git a/tests/test_plot_fidelity.py b/tests/test_plot_fidelity.py index 8398090..b0125cb 100644 --- a/tests/test_plot_fidelity.py +++ b/tests/test_plot_fidelity.py @@ -1,5 +1,5 @@ -import polars as pl import altair +import polars as pl from lpm_plot import plot_fidelity diff --git a/tests/test_plot_lines.py b/tests/test_plot_lines.py new file mode 100644 index 0000000..735eee9 --- /dev/null +++ b/tests/test_plot_lines.py @@ -0,0 +1,49 @@ +import altair +import pytest + +from lpm_plot import plot_lines + + +def test_plot_lines_smoke(): + data = { + "train": [5.0, 4.0, 3.0, 2.5], + "test": [5.2, 4.3, 3.5, 3.0], + } + chart = plot_lines(data) + assert isinstance(chart, altair.vegalite.v5.api.Chart) + + +def test_plot_lines_empty_raises(): + with pytest.raises(ValueError, match="must not be empty"): + plot_lines({}) + + +def test_plot_lines_unequal_lengths_raises(): + data = { + "a": [1.0, 2.0, 3.0], + "b": [1.0, 2.0], + } + with pytest.raises(ValueError, match="same length"): + plot_lines(data) + + +def test_plot_lines_y_scale_log(): + data = {"series": [1.0, 10.0, 100.0]} + chart = plot_lines(data, y_scale="log") + spec = chart.to_dict(format="vega") + assert spec["scales"][1]["type"] == "log" + + +def test_plot_lines_y_scale_sqrt(): + data = {"series": [1.0, 4.0, 9.0]} + chart = plot_lines(data, y_scale="sqrt") + spec = chart.to_dict(format="vega") + assert spec["scales"][1]["type"] == "sqrt" + + +def test_plot_lines_y_scale_default(): + data = {"series": [1.0, 2.0, 3.0]} + chart = plot_lines(data) + spec = chart.to_dict(format="vega") + # Default is linear scale + assert spec["scales"][1]["type"] == "linear" diff --git a/tests/test_plot_marginal.py b/tests/test_plot_marginal.py index 2004a20..73834df 100644 --- a/tests/test_plot_marginal.py +++ b/tests/test_plot_marginal.py @@ -1,8 +1,7 @@ import altair import polars as pl -from lpm_plot import plot_marginal_1d -from lpm_plot import plot_marginal_2d +from lpm_plot import plot_marginal_1d, plot_marginal_2d def test_plot_marginal_1d_smoke(): From 5b27d4415809077ff80b16b0cdf332d67c4ac4a3 Mon Sep 17 00:00:00 2001 From: "eve n.u" Date: Mon, 15 Dec 2025 11:17:11 -0800 Subject: [PATCH 2/3] build: remove unnecessary use of optional pandas --- src/lpm_plot/plot_lines.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/lpm_plot/plot_lines.py b/src/lpm_plot/plot_lines.py index d449a62..90c5552 100644 --- a/src/lpm_plot/plot_lines.py +++ b/src/lpm_plot/plot_lines.py @@ -46,7 +46,7 @@ def plot_lines( ) chart = ( - 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